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Current AI-based methods do not provide comprehensible physical interpretations of the utilized data, extracted features, and predictions/inference operations.
A mathematical theory of communication
Shannon, C.E · 1948
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Deep residual learning for image recognition
Jian, S.; Kaiming, H.; Shaoqing, R.; Xiangyu, Z · 2016
Earlier work this paper cites.
Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization
Selvaraju, R.R.; Cogswell, M.; Das, A.; Vedantam, R.; Parikh, D.; Batra, D · 2017
Earlier work this paper cites.
The mythos of model interpretability: In machine learning, the concept of interpretability is both important and slippery
Lipton, Z.C · 2018
Earlier work this paper cites.
Grad-CAM++: Generalized Gradient-Based Visual Explanations for Deep Convolutional Networks
Chattopadhay, A.; Sarkar, A.; Howlader, P.; Balasubramanian, V.N · 2018
Earlier work this paper cites.
Towards interpretable semantic segmentation via gradient-weighted class activation mapping (student abstract)
Vinogradova, K.; Dibrov, A.; Myers, G · 2020
Cited alongside, same era.
Axiom-based grad-cam: Towards accurate visualization and explanation of cnns
Fu, R.; Hu, Q.; Dong, X.; Guo, Y.; Gao, Y.; Li, B · 2020
Cited alongside, same era.
Score-CAM: Score-weighted visual explanations for convolutional neural networks
Wang, H.; Wang, Z.; Du, M.; Yang, F.; Zhang, Z.; Ding, S.; Mardziel, P.; Hu, X · 2020
Cited alongside, same era.
Ablation-CAM: Visual Explanations for Deep Convolutional Network via Gradient-free Localization
Desai, S.; Ramaswamy, H.G · 2020
Cited alongside, same era.
Eigen-cam: Class activation map using principal components
Muhammad, M.B.; Yeasin, M · 2020
Later among the works it cites.
Robust explainability: A tutorial on gradient-based attribution methods for deep neural networks
Nielsen, I.E.; Dera, D.; Rasool, G.; Ramachandran, R.P.; Bouaynaya, N.C · 2022
Later among the works it cites.
Lebanon Solar Rooftop Potential Assessment Using Buildings Segmentation From Aerial Images
Nasrallah, H.; Samhat, A.E.; Shi, Y.; Zhu, X.X.; Faour, G.; Ghandour, A.J · 2022
Later among the works it cites.
Text-to-image diffusion model in generative ai: A survey
Zhang, C.; Zhang, C.; Zhang, M.; Kweon, I.S · 2023
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